id: 1
unit: def __init__()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 63 LOC
McCabe index: 17
number of parameters: 24

id: 2
unit: def log_eval_run()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 58 LOC
McCabe index: 11
number of parameters: 7

id: 3
unit: def log_experiment()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 53 LOC
McCabe index: 13
number of parameters: 10

id: 4
unit: def save_config()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/config.py
start line: 0
end line: 0
size: 41 LOC
McCabe index: 3
number of parameters: 14

id: 5
unit: def _upsert()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 41 LOC
McCabe index: 15
number of parameters: 4

id: 6
unit: def get_eval_runs()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 5
number of parameters: 5

id: 7
unit: def load_config()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/config.py
start line: 0
end line: 0
size: 26 LOC
McCabe index: 4
number of parameters: 0

id: 8
unit: def generate_chat_responses()
file: genai-on-vertex-ai/gemini/model_upgrades/multiturn_chat/vertex_script/eval.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 3
number of parameters: 5

id: 9
unit: def run_eval()
file: genai-on-vertex-ai/gemini/model_upgrades/document_qna/vertex_script/eval.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 1
number of parameters: 5

id: 10
unit: def compare_eval_runs()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 6
number of parameters: 3

id: 11
unit: def run_eval()
file: genai-on-vertex-ai/gemini/model_upgrades/text_classification/vertex_script/eval.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 1
number of parameters: 5

id: 12
unit: def run_eval()
file: genai-on-vertex-ai/gemini/model_upgrades/summarization/vertex_script/eval.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 1
number of parameters: 5

id: 13
unit: def run_eval()
file: genai-on-vertex-ai/gemini/model_upgrades/instruction_following/vertex_script/eval.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 2
number of parameters: 6

id: 14
unit: def __init__()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/providers/google.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 4
number of parameters: 5

id: 15
unit: def insert_needle()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 9
number of parameters: 4

id: 16
unit: def run_eval()
file: genai-on-vertex-ai/gemini/model_upgrades/multiturn_chat/vertex_script/eval.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 1
number of parameters: 6

id: 17
unit: def combine_eval_runs()
file: genai-on-vertex-ai/gemini/model_upgrades/document_qna/vertex_script/eval.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 6
number of parameters: 2

id: 18
unit: def write_to_gcs()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 6
number of parameters: 2

id: 19
unit: def _get_one()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 5

id: 20
unit: def result_exists()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 8
number of parameters: 3

id: 21
unit: def grid_search()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 5

id: 22
unit: def _get_all()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 4

id: 23
unit: def get_eval_run_detail()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 5

id: 24
unit: def evaluate_response()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/evaluators/google.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 4

id: 25
unit: def log_task()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 2

id: 26
unit: def log_prompt()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 2

id: 27
unit: def read_config()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/config.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 0

id: 28
unit: def get_db_classes()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 0

id: 29
unit: def get_experiment()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 4

id: 30
unit: def export_results()
file: genai-on-vertex-ai/gemini/model_upgrades/document_qna/vertex_script/eval.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 5

id: 31
unit: def read_context_files()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 32
unit: def __init__()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 33
unit: def get_prompt()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 34
unit: def load_dataset()
file: genai-on-vertex-ai/gemini/model_upgrades/multiturn_chat/vertex_script/eval.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 35
unit: def print_start_test_summary()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 36
unit: def get_evaluator()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/run.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 37
unit: def __init__()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/evaluators/google.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 38
unit: def save_prompt_template()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 5

id: 39
unit: def load_dataset()
file: genai-on-vertex-ai/gemini/model_upgrades/summarization/vertex_script/eval.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 40
unit: def load_dataset()
file: genai-on-vertex-ai/gemini/model_upgrades/document_qna/vertex_script/eval.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 41
unit: def get_model_to_test()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/run.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 42
unit: def main()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/run.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 43
unit: def is_root_dir()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/config.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 0

id: 44
unit: def get_table_name_keys()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 45
unit: def load_dataset()
file: genai-on-vertex-ai/gemini/model_upgrades/instruction_following/vertex_script/eval.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 46
unit: def logistic()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 5

id: 47
unit: def encode_and_trim()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 48
unit: def get_db_object()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 49
unit: def generate_uuid()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 50
unit: def save_prompt()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 51
unit: def case_insensitive_match()
file: genai-on-vertex-ai/gemini/model_upgrades/text_classification/vertex_script/eval.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 52
unit: def start_test()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 53
unit: def generate_prompt()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/providers/google.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 54
unit: def clean_string()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 55
unit: def format_dt()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 56
unit: def get_all_tasks()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 57
unit: def get_all_experiments()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 58
unit: def get_all_prompts()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 59
unit: def get_all_eval_runs()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 60
unit: def get_all_eval_run_details()
file: genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 61
unit: def sigmoid()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 62
unit: def get_context_length_in_tokens()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 63
unit: def get_results()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 64
unit: def encode_text_to_tokens()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/providers/google.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 65
unit: def decode_tokens()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/providers/google.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 66
unit: def generate_prompt()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/providers/model.py
start line: 0
end line: 0
size: 1 LOC
McCabe index: 1
number of parameters: 3

id: 67
unit: def encode_text_to_tokens()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/providers/model.py
start line: 0
end line: 0
size: 1 LOC
McCabe index: 1
number of parameters: 2

id: 68
unit: def decode_tokens()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/providers/model.py
start line: 0
end line: 0
size: 1 LOC
McCabe index: 1
number of parameters: 3

id: 69
unit: def evaluate_response()
file: genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/evaluators/evaluator.py
start line: 0
end line: 0
size: 1 LOC
McCabe index: 1
number of parameters: 4